Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis
文献类型：期刊论文
| 作者 | Baoshun Shi; Kexun Liu |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2023 |
| 卷号 | 10期号:11页码:2136-2153 |
| 关键词 | Bounded denoiser compressed sensing magnetic resonance imaging (CSMRI) dual frames plug-and-play priors regularization |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2023.123543 |
| 英文摘要 | Plug-and-play priors are popular for solving ill-posed imaging inverse problems. Recent efforts indicate that the convergence guarantee of the imaging algorithms using plug-and-play priors relies on the assumption of bounded denoisers. However, the bounded properties of existing plugged Gaussian denoisers have not been proven explicitly. To bridge this gap, we detail a novel provable bounded denoiser termed as BMDual, which combines a trainable denoiser using dual tight frames and the well-known block-matching and 3D filtering (BM3D) denoiser. We incorporate multiple dual frames utilized by BMDual into a novel regularization model induced by a solver. The proposed regularization model is utilized for compressed sensing magnetic resonance imaging (CSMRI). We theoretically show the bound of the BMDual denoiser, the bounded gradient of the CSMRI data-fidelity function, and further demonstrate that the proposed CSMRI algorithm converges. Experimental results also demonstrate that the proposed algorithm has a good convergence behavior, and show the effectiveness of the proposed algorithm. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/52429]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Baoshun Shi,Kexun Liu. Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(11):2136-2153. |
| APA | Baoshun Shi,&Kexun Liu.(2023).Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis.IEEE/CAA Journal of Automatica Sinica,10(11),2136-2153. |
| MLA | Baoshun Shi,et al."Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis".IEEE/CAA Journal of Automatica Sinica 10.11(2023):2136-2153. |
入库方式： OAI收割
来源：自动化研究所
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